Evolving prompt+sampling to push VoiceNet dimension ATCK in the high direction with the vn_ATCK__high LoRA. Steering phrase: a voice with strongly pronounced attack, attack-forward and unmistakable.
Best in-direction score 0.873 at 100% vs neutral 0.265 (shift +0.608).
Method & reproducibility — how the evolution ran
Base model:laion/moss-tts-local-transformer-4.55b-voice-acting-v2 · LoRA: the new VoiceNet-dimension LoRAvn_<CODE>__<high|low> (retrained with ≤25% game-character data, rank 32), applied via PEFT adapter scaling at strength λ. Algorithm: genetic search — population 12, 10 generations, elitism (top 5). During evolution every genome is generated best-of-6with the LoRA at λ=100%; its fitness = the mean over those 6 candidates of the target VoiceNet dimension score in the intended direction (for a __high LoRA the raw score; for __low, 1−score), minus 0.2·max(0, WER−0.6). Genome (what evolves): the GENERAL voice description, the SCRIPT cue, the carrier sentence, and the sampling params (temperature, top_p, top_k). λ is fixed at 100% during the search. Mutation operators: 40% regenerate description, 25% swap carrier, 17% jitter temperature ±0.1, 18% change top_k. Offspring = 60% crossover + mutation, 40% mutation. Dose measurement (below): the winning recipe is then re-generated at λ=0 (LoRA OFF), λ=50% and λ=100% (each best-of-6) to show exactly what 50% vs 100% of the LoRA brings over the no-LoRA baseline.
Dose — what 50% vs 100% brings (top recipe)
λ=0 (no LoRA) — dir 0.336 (raw 0.34)
WER 0.33 · genu 0.12
λ=50% — dir 0.460 (raw 0.46)
WER 0.33 · genu 0.23
λ=100% — dir 0.873 (raw 0.87)
WER 0.56 · genu 0.22
GENERAL: A voice that is extremely a voice with strongly pronounced attack, attack-forward and unmistakable.
SCRIPT: (clearly a voice with strongly pronounced attack, attack-forward and unmistakable) "The report is on the desk, right next to the printer." · temp 1.15 top_p 0.95 top_k 30
Other evolved recipes (100%)
— dir 0.859 (raw 0.86)
WER 0.35 · genu 0.18
A voice that is strongly a voice with strongly pronounced attack, attack-forward and unmistakable.
— dir 0.856 (raw 0.86)
WER 0.41 · genu 0.15
A voice that is clearly a voice with strongly pronounced attack, attack-forward and unmistakable.
— dir 0.855 (raw 0.86)
WER 0.52 · genu 0.23
A voice that is clearly a voice with strongly pronounced attack, attack-forward and unmistakable.
— dir 0.854 (raw 0.85)
WER 0.44 · genu 0.17
A voice that is strongly a voice with strongly pronounced attack, attack-forward and unmistakable.
— dir 0.874 (raw 0.87)
WER 0.71 · genu 0.19
A voice that is clearly a voice with strongly pronounced attack, attack-forward and unmistakable.
